Co-diagnosis network analysis

```r
source(here(\utils/data_processing.R\))
source(here(\utils/figures.R\))

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# Introduction

- Goal is to model diagnoses from each criteria based on how frequently they co-occur together within a single 10-point differential diagnosis iteration.
- The rationale is that an ideal set of criteria will tend to result in a relatively similar set of diagnoses in each iteration and thus a small set of highly co-occurring diagnoses.
- Conversely, a poor set of criteria will generate highly variable diagnoses in each iteration and rates of co-occurrence will be comparatively lower.

# Import and process data

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```r
# Original outputs
df_gpt3.5 <- read_csv(here("data/processed_diagnoses/diagnoses_gpt3.csv.gz"))
df_gpt4.0 <- read_csv(here("data/processed_diagnoses/diagnoses_gpt4.csv.gz"))
df_claude3_haiku_t1.0 <- read_csv(here("data/processed_diagnoses/diagnoses_claude3_haiku_t1.0.csv.gz"))
df_claude3_haiku_t0.1 <- read_csv(here("data/processed_diagnoses/diagnoses_claude3_haiku_t0.1.csv.gz"))
df_claude3_opus_t1.0 <- read_csv(here("data/processed_diagnoses/diagnoses_claude3_opus_t1.0.csv.gz"))
df_gemini1.0_pro_t1.0 <- read_csv(here("data/processed_diagnoses/diagnoses_gemini1.0_pro_t1.0.csv.gz"))
df_gemini1.5_flash_t1.0 <- read_csv(here("data/processed_diagnoses/diagnoses_gemini1.0_pro_t1.0.csv.gz"))

# ICD mapped outputs
#TODO Find source of NAs 
#TODO drop index column in processing script
df_gpt3.5_icd <- read_csv(here("data/processed_diagnoses/diagnoses_gpt3.5_icd.csv.gz")) %>% drop_na() %>% select(-index)
df_gpt4.0_icd <- read_csv(here("data/processed_diagnoses/diagnoses_gpt4_icd.csv.gz")) %>% drop_na() %>% select(-index)
df_claude3_haiku_t1.0_icd <- read_csv(here("data/processed_diagnoses/diagnoses_claude3_haiku_t1.0_icd.csv.gz")) %>% drop_na() %>% select(-index)
df_claude3_opus_t1.0_icd <- read_csv(here("data/processed_diagnoses/diagnoses_claude3_opus_t1.0_icd.csv.gz")) %>% drop_na() %>% select(-index)
df_gemini1.0_pro_t1.0_icd <- read_csv(here("data/processed_diagnoses/diagnoses_gemini1.0_pro_t1.0_icd.csv.gz")) %>% drop_na() %>% select(-index)

# Tally each pair of co-occuring diagnoses within each criteria
# Original responses
df_gpt3.5_codiag <- create_codiagnosis_df(df_gpt3.5, remove_singletons = T)
df_gpt4.0_codiag <- create_codiagnosis_df(df_gpt4.0, remove_singletons = T)
df_claude3_haiku_t1.0_codiag <- create_codiagnosis_df(df_claude3_haiku_t1.0, remove_singletons = T)
df_claude3_opus_t1.0_codiag <- create_codiagnosis_df(df_claude3_opus_t1.0, remove_singletons = T)
df_gemini1.0_pro_t1.0_codiag <- create_codiagnosis_df(df_gemini1.0_pro_t1.0, remove_singletons = T)

# ICD converted responses
df_gpt3.5_icd_codiag <- create_codiagnosis_df(df_gpt3.5_icd, remove_singletons = T)
df_gpt4.0_icd_codiag <- create_codiagnosis_df(df_gpt4.0_icd, remove_singletons = T)
df_claude3_haiku_t1.0_icd_codiag <- create_codiagnosis_df(df_claude3_haiku_t1.0_icd, remove_singletons = T)
df_claude3_opus_t1.0_icd_codiag <- create_codiagnosis_df(df_claude3_opus_t1.0_icd, remove_singletons = T)
df_gemini1.0_pro_t1.0_icd_codiag <- create_codiagnosis_df(df_gemini1.0_pro_t1.0_icd, remove_singletons = T)

```r
df_codiag_gpt4

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EzAAABNAAAATUAAAE2AAABNwAAATgAAAE5AAABOgAAATsAAAE8AAABPQAAAT4AAAE/AAABQAAAAUEAAAFCAAABQwAAAUQAAAFFAAABRgAAAUcAAAFIAAABSQAAAUoAAAFLAAABTAAAAU0AAAFOAAABTwAAAVAAAAFRAAABUgAAAVMAAAFUAAABVQAAAVYAAAFXAAABWAAAAVkAAAFaAAABWwAAAVwAAAFdAAABXgAAAV8AAAFgAAABYQAAAWIAAAFjAAABZAAAAWUAAAFmAAABZwAAAWgAAAFpAAABagAAAWsAAAFsAAABbQAAAW4AAAFvAAABcAAAAXEAAAFyAAABcwAAAXQAAAF1AAABdgAAAXcAAAF4AAABeQAAAXoAAAF7AAABfAAAAX0AAAF+AAABfwAAAYAAAAGBAAABggAAAYMAAAGEAAABhQAAAYYAAAGHAAABiAAAAYkAAAGKAAABiwAAAYwAAAGNAAABjgAAAY8AAAGQAAABkQAAAZIAAAGTAAABlAAAAZUAAAGWAAABlwAAAZgAAAGZAAABmgAAAZsAAAGcAAABnQAAAZ4AAAGfAAABoAAAAaEAAAGiAAABowAAAaQAAAGlAAABpgAAAacAAAGoAAABqQAAAaoAAAGrAAABrAAAAa0AAAGuAAABrwAAAbAAAAGxAAABsgAAAbMAAAG0AAABtQAAAbYAAAG3AAABuAAAAbkAAAG6AAABuwAAAbwAAAG9AAABvgAAAb8AAAHAAAABwQAAAcIAAAHDAAABxAAAAcUAAAHGAAABxwAAAcgAAAHJAAABygAAAcsAAAHMAAABzQAAAc4AAAHPAAAB0AAAAdEAAAHSAAAB0wAAAdQAAAHVAAAB1gAAAdcAAAHYAAAB2QAAAdoAAAHbAAAB3AAAAd0AAAHeAAAB3wAAAeAAAAHhAAAB4gAAAeMAAAHkAAAB5QAAAeYAAAHnAAAB6AAAAekAAAHqAAAB6wAAAewAAAHtAAAB7gAAAe8AAAHwAAAB8QAAAfIAAAHzAAAB9AAAAfUAAAH2AAAB9wAAAfgAAAH5AAAB+gAAAfsAAAH8AAAB/QAAAf4AAAH/AAACAAAAAgEAAAICAAACAwAAAgQAAAIFAAACBgAAAgcAAAIIAAACCQAAAgoAAAILAAACDAAAAg0AAAIOAAACDwAAAhAAAAIRAAACEgAAAhMAAAIUAAACFQAAAhYAAAIXAAACGAAAAhkAAAIaAAACGwAAAhwAAAIdAAACHgAAAh8AAAIgAAACIQAAAiIAAAIjAAACJAAAAiUAAAImAAACJwAAAigAAAIpAAACKgAAAisAAAIsAAACLQAAAi4AAAIvAAACMAAAAjEAAAIyAAACMwAAAjQAAAI1AAACNgAAAjcAAAI4AAACOQAAAjoAAAI7AAACPAAAAj0AAAI+AAACPwAAAkAAAAJBAAACQgAAAkMAAAJEAAACRQAAAkYAAAJHAAACSAAAAkkAAAJKAAACSwAAAkwAAAJNAAACTgAAAk8AAAJQAAACUQAAAlIAAAJTAAACVAAAAlUAAAJWAAACVwAAAlgAAAJZAAACWgAAAlsAAAJcAAACXQAAAl4AAAJfAAACYAAAAmEAAAJiAAACYwAAAmQAAAJlAAACZgAAAmcAAAJoAAACaQAAAmoAAAJrAAACbAAAAm0AAAJuAAACbwAAAnAAAAJxAAACcgAAAnMAAAJ0AAACdQAAAnYAAAJ3AAACeAAAAnkAAAJ6AAACewAAAnwAAAJ9AAACfgAAAn8AAAKAAAACgQAAAoIAAAKDAAAChAAAAoUAAAKGAAAChwAAAogAAAKJAAACigAAAosAAAKMAAACjQAAAo4AAAKPAAACkAAAApEAAAKSAAACkwAAApQAAAKVAAAClgAAApcAAAKYAAACmQAAApoAAAKbAAACnAAAAp0AAAKeAAACnwAAAqAAAAKhAAACogAAAqMAAAKkAAACpQAAAqYAAAKnAAACqAAAAqkAAAKqAAACqwAAAqwAAAKtAAACrgAAAq8AAAKwAAACsQAAArIAAAKzAAACtAAAArUAAAK2AAACtwAAArgAAAK5AAACugAAArsAAAK8AAACvQAAAr4AAAK/AAACwAAAAsEAAALCAAACwwAAAsQAAALFAAACxgAAAscAAALIAAACyQAAAsoAAALLAAACzAAAAs0AAALOAAACzwAAAtAAAALRAAAC0gAAAtMAAALUAAAC1QAAAtYAAALXAAAC2AAAAtkAAALaAAAC2wAAAtwAAALdAAAC3gAAAt8AAALgAAAC4QAAAuIAAALjAAAC5AAAAuUAAALmAAAC5wAAAugAAALpAAAC6gAAAusAAALsAAAC7QAAAu4AAALvAAAC8AAAAvEAAALyAAAC8wAAAvQAAAL1AAAC9gAAAvcAAAL4AAAC+QAAAvoAAAL7AAAC/AAAAv0AAAL+AAAC/wAAAwAAAAMBAAADAgAAAwMAAAMEAAADBQAAAwYAAAMHAAADCAAAAwkAAAMKAAADCwAAAwwAAAMNAAADDgAAAw8AAAMQAAADEQAAAxIAAAMTAAADFAAAAxUAAAMWAAADFwAAAxgAAAMZAAADGgAAAxsAAAMcAAADHQAAAx4AAAMfAAADIAAAAyEAAAMiAAADIwAAAyQAAAMlAAADJgAAAycAAAMoAAADKQAAAyoAAAMrAAADLAAAAy0AAAMuAAADLwAAAzAAAAMxAAADMgAAAzMAAAM0AAADNQAAAzYAAAM3AAADOAAAAzkAAAM6AAADOwAAAzwAAAM9AAADPgAAAz8AAANAAAADQQAAA0IAAANDAAADRAAAA0UAAANGAAADRwAAA0gAAANJAAADSgAAA0sAAANMAAADTQAAA04AAANPAAADUAAAA1EAAANSAAADUwAAA1QAAANVAAADVgAAA1cAAANYAAADWQAAA1oAAANbAAADXAAAA10AAANeAAADXwAAA2AAAANhAAADYgAAA2MAAANkAAADZQAAA2YAAANnAAADaAAAA2kAAANqAAADawAAA2wAAANtAAADbgAAA28AAANwAAADcQAAA3IAAANzAAADdAAAA3UAAAN2AAADdwAAA3gAAAN5AAADegAAA3sAAAN8AAADfQAAA34AAAN/AAADgAAAA4EAAAOCAAADgwAAA4QAAAOFAAADhgAAA4cAAAOIAAADiQAAA4oAAAOLAAADjAAAA40AAAOOAAADjwAAA5AAAAORAAADkgAAA5MAAAOUAAADlQAAA5YAAAOXAAADmAAAA5kAAAOaAAADmwAAA5wAAAOdAAADngAAA58AAAOgAAADoQAAA6IAAAOjAAADpAAAA6UAAAOmAAADpwAAA6gAAAOpAAADqgAAA6sAAAOsAAADrQAAA64AAAOvAAADsAAAA7EAAAOyAAADswAAA7QAAAO1AAADtgAAA7cAAAO4AAADuQAAA7oAAAO7AAADvAAAA70AAAO+AAADvwAAA8AAAAPBAAADwgAAA8MAAAPEAAADxQAAA8YAAAPHAAADyAAAA8kAAAPKAAADywAAA8wAAAPNAAADzgAAA88AAAPQAAAD0QAAA9IAAAPTAAAD1AAAA9UAAAPWAAAD1wAAA9gAAAPZAAAD2gAAA9sAAAPcAAAD3QAAA94AAAPfAAAD4AAAA+EAAAPiAAAD4wAAA+QAAAPlAAAD5gAAA+cAAAPoAAAADgAAA+g/gy1E1fSQoD9/12o1134HP3hoy9rGlew/dXoCEnK81z9z+557IEfrP3P0n8f3v4k/cnGSY9+aWz9yTEP9shhQP3Dw2eYqTU4/cK+Qs1qpuz9wKFSA9bJVP2/OFpxMHYU/buBC0OoAgT9uPQvR4ueTP23IdtKUsTI/a/F5CJYnbT9rGvY9EHuwP2rjAKPMOKA/aqG3cPyVDT9qFdFx0e1mP2kjU9mqICE/aKDBdArY/D9n2DwO1j4DP2blvnaucL4/ZlUuqr4Y1T9lu0tFQmBqP2VQCd9/ios/ZUtgErnaSj9kfjDgv48QP2RPjuEGrII/ZEY7R3tMAD9kOD3hKjs8P2Qg7OFNyfU/ZAmb4XFYrz9j6PdICYblP2O+/xUWVJk/Y4JfrwxhSD9jeQwVgQDGP2LfKLAFSFo/YsyBfO6HVT9ix9ewKNcTP2JJ7xdPQDA/YkVFSomP7j9iG00Xll2iP2H6qH4ui9k/YWDFGLLTbj9hUseyYcKqP2Efe+XjL9s/YKrm5pT5ej9ggO6zoccuP2BI+RpdhB4/X8TDAsC9Aj9fshvPqfv9P19CMJ0hdd0/XxOOnWiTUD9e7kA3OxFFP17I8dENjzs/Xn5VBLKLJj9eM7g4V4cQP14XvWu1ZYk/XZ5+n6F+5j9dgoPS/11eP10JRQbrdrw/XO1KOklVND9c0U9tpzOsP1wWx27DqXc/W/F5CJYnbT9bgY3WDaFNP1t4OjyCQMo/WmBuPizxez9aAyo+uyxgP1nwgwuka1s/WbiNcmAoSz9ZuI1yYChLP1lbSXLuYzE/WSynczWApD9ZLKdzNYCkP1kjU9mqICE/WGjL2saV7D9X5jl1J07HP1ek8EJXqzQ/V4j1dbWJrD9XUP/ccUadP1dQ/9xxRp0/ViaMqwU2SD9V9+qrTFO7P1XSnEUe0bA/VbaheHywKD9Vo/pFZe8jP1WapqvajqA/VRgURjtHez9U/Bl5mSXzP1TyxeANxXE/VMQj4FTi4z9UlYHgnABWP1SC2q2FP1E/VEGRerWbvj9UOD3hKjs8P1Qllq4Tejc/VBLvevy5MT9T0aZILRWfP1OHCXvSEYo/Ut8osAVIWj9SzIF87odVP1KwhrBMZc0/Uos4Sh7jwj9SZenj8WG4P1JJ7xdPQDA/UkCbfcPfrT9SJKCxIb4lP1IIpeR/nJ0/UfX+sWjbmD9R7KsX3XsVP1G+CRgkmIg/UbS1fpk4BT9RtLV+mTgFP1GrYeUN14M/UXy/5VT09T9Rc2xLyZRzP1FEykwQseY/UTt2soVRYz9RO3ayhVFjP1EWKExXz1g/UPDZ5ipNTj9Qpj0Zz0k5P1BSTLPo5KE/UEj5Gl2EHj9QI6q0MAIUP1ARA4EZQQ4/T8TDAsC9Aj9PshvPqfv9P0+yG8+p+/0/T4zNaXx58j9PeiY2ZbjtP09U19A4NuI/Ty+Jagq02D9O5Oydr7DDP07SRWqY770/TppP0VSsrj9OYlo4EGmeP04XvWu1ZYk/TgUWOJ6kgz9N8m8Fh+N+P02n0jks32k/TYKD0v9dXj9Nb9yf6JxZP01v3J/onFk/TUqOObsaTj9NN+cGpFlJP00SmKB21z4/TP/xbWAWOT9M7Uo6SVU0P0ztSjpJVTQ/TNqjBzKULz9Mx/vUG9MpP0x9XwfAzxQ/TFgQoZNNCj9MRWlufIwEP0wgGwhPCfo/TCAbCE8J+j9L6CVvCsbqP0uwL9XGg9o/S7Av1caD2j9LeDo8gkDKP0tS69ZUvsA/Sy2dcCc8tT9LLZ1wJzy1P0r1p9bi+aU/SuMAo8w4oD9KmGPXcTSLP0pzFXFDsoA/Sjsf1/9vcD9KKHik6K5rP0oV0XHR7WY/ShXRcdHtZj9J3dvYjapWP0nLNKV26VA/SbiNcmAoSz9JpeY/SWdGP0mAl9kb5Ts/SYCX2RvlOz9JgJfZG+U7P0lt8KYFJDY/SSNT2aogIT9I/gVzfJ4WP0jrXkBl3RE/SMYP2jhbBj9Is2inIZoBP0igwXQK2Pw/SKDBdArY/D9Ie3MN3VbxP0hDfXSZE+E/SAuH21TQ0j9H+OCoPg/MP0fmOXUnTsc/R8DrDvnMvD9HrkPb4wu3P0euQ9vjC7c/R5ucqMxKsj9HiPV1tYmsP0d2TkKeyKc/R2OnD4gHoj9HY6cPiAeiP0cZCkMtA40/RwZjEBZChz9G4RSp6MB9P0bhFKnowH0/RrvGQ7s+cj9GqR8QpH1tP0ZL2xEyuFM/RkvbETK4Uz9GS9sRMrhTP0Y5M94b900/RiaMqwU2SD9GE+V37nVDP0YBPkTXtD0/Re6XEcDzOD9FyUirk3EuP0WRUxJPLh4/RX6r3zhtGD9FWV15CusOP0VZXXkK6w4/RTQPEt1pAz9FIWffxqf+P0UOwKyv5vk/RNbLE2uj6T9E1ssTa6PpP0TEI+BU4uM/RLF8rT4h3j9EntV6J2DZP0SMLkcQn9Q/RIwuRxCf1D9EZt/g4x3JP0RUOK3MXMQ/RFQ4rcxcxD9EQZF6tZu+P0RBkXq1m74/RBxDFIgZtD9EHEMUiBm0P0QJm+FxWK8/Q/b0rlqXqT9D9vSuWpepP0PRpkgtFZ8/Q9GmSC0Vnz9Dvv8VFlSZP0OsV+H/k5Q/Q6xX4f+TlD9DrFfh/5OUP0OHCXvSEYo/Q4cJe9IRij9Dhwl70hGKP0NhuxWkj38/QynFfGBMbz9C8c/jHAlfP0Lxz+McCV8/QvHP4xwJXz9C3yiwBUhaP0LMgXzuh1U/QpSL46pERT9CgeSwk4NAP0KB5LCTg0A/Qm89fXzCOj9Cbz19fMI6P0JJ7xdPQDA/QjdH5Dh/Kj9CJKCxIb4lP0IR+X4K/SA/Qf9SSvQ8Gj9B2gPkxroQP0HaA+TGuhA/Qcdcsa/5Cz9BtLV+mTgFP0GiDkuCdwA/QY9nGGu1+z9Bj2cYa7X7P0GPZxhrtfs/QXy/5VT09T9BfL/lVPT1P0F8v+VU9PU/QXy/5VT09T9BahiyPjPwP0FqGLI+M/A/QWoYsj4z8D9BahiyPjPwP0FXcX8ncus/QTIjGPnw4D9BMiMY+fDgP0EyIxj58OA/QR975eMv2z9BH3vl4y/bP0Efe+XjL9s/QQzUssxu1j9BDNSyzG7WP0Dnhkye7Ms/QOeGTJ7syz9A1N8ZiCvGP0DCN+ZxasE/QMI35nFqwT9AnOmAQ+i2P0Cc6YBD6LY/QIpCTS0nsT9AikJNLSexP0CKQk0tJ7E/QIpCTS0nsT9Ad5saFmarP0B3mxoWZqs/QGTz5v+lpj9AUkyz6OShP0BSTLPo5KE/QD+lgNIjnD9ALP5Nu2KWP0AaVxqkoZE/QBpXGqShkT9AB6/njeCMPz/EwwLAvQI/P8TDAsC9Aj8/xMMCwL0CPz/EwwLAvQI/P590nJM6+D8/eiY2ZbjtPz96JjZluO0/P1TX0Dg24j8/VNfQODbiPz8viWoKtNg/Py+Jagq02D8/L4lqCrTYPz8viWoKtNg/Pwo7A90yzT8/CjsD3TLNPz8KOwPdMs0/Pwo7A90yzT8/CjsD3TLNPz7k7J2vsMM/PuTsna+wwz8+v543gi64Pz6aT9FUrK4/PppP0VSsrj8+mk/RVKyuPz51AWsnKqM/PnUBaycqoz8+dQFrJyqjPz5PswT5qJg/Pipknswmjj8938fScSJ5Pz3fx9JxInk/Pd/H0nEieT8938fScSJ5Pz26eWxDoG4/Pbp5bEOgbj89unlsQ6BuPz2VKwYWHmQ/PZUrBhYeZD88//FtYBY5Pzy1VKEFEiQ/PLVUoQUSJD88kAY615AZPzyQBjrXkBk/PJAGOteQGT88kAY615AZPzxqt9SqDg8/PGq31KoODz88IBsITwn6PzwgGwhPCfo/O/rMoiGH7z871X479AXlPzvVfjv0BeU/O7Av1caD2j87sC/VxoPaPzuwL9XGg9o/O4rhb5kBzz87iuFvmQHPPzuK4W+ZAc8/O4rhb5kBzz87ZZMJa3/FPztlkwlrf8U/O0BEoz39uj87GvY9EHuwPzsa9j0Qe7A/Oxr2PRB7sD869afW4vmlPzr1p9bi+aU/OtBZcLV3mz860FlwtXebPzrQWXC1d5s/OtBZcLV3mz860FlwtXebPzrQWXC1d5s/OqsLCof1kD86qwsKh/WQPzqFvKRac4U/OoW8pFpzhT86hbykWnOFPzqFvKRac4U/OoW8pFpzhT86YG4+LPF7Pzpgbj4s8Xs/Ojsf1/9vcD86Ox/X/29wPzo7H9f/b3A/Ojsf1/9vcD86Ox/X/29wPzo7H9f/b3A/OhXRcdHtZj858IMLpGtbPznwgwuka1s/Ocs0pXbpUD85yzSldulQPzml5j9JZ0Y/OaXmP0lnRj85peY/SWdGPzml5j9JZ0Y/OYCX2RvlOz85gJfZG+U7PzmAl9kb5Ts/OVtJcu5jMT85W0ly7mMxPzlbSXLuYzE/OVtJcu5jMT85NfsMwOEmPzk1+wzA4SY/ORCsppNfHD85EKymk18cPzjGD9o4WwY/OKDBdArY/D84oMF0Ctj8PzigwXQK2Pw/OHtzDd1W8T84e3MN3VbxPzhWJKev1Oc/OFYkp6/U5z84MNZBglLcPzgw1kGCUtw/ODDWQYJS3D84MNZBglLcPzgw1kGCUtw/OAuH21TQ0j84C4fbVNDSPzgLh9tU0NI/N+Y5dSdOxz835jl1J07HPzfmOXUnTsc/N+Y5dSdOxz835jl1J07HPzfA6w75zLw/N8DrDvnMvD83wOsO+cy8PzfA6w75zLw/N8DrDvnMvD83m5yozEqyPzebnKjMSrI/N5ucqMxKsj83UP/ccUadPzdQ/9xxRp0/N1D/3HFGnT83UP/ccUadPzdQ/9xxRp0/N1D/3HFGnT83UP/ccUadPzcrsXZDxJI/NyuxdkPEkj83K7F2Q8SSPzcrsXZDxJI/NyuxdkPEkj83K7F2Q8SSPzcrsXZDxJI/NwZjEBZChz83BmMQFkKHPzcGYxAWQoc/NwZjEBZChz824RSp6MB9PzbhFKnowH0/NuEUqejAfT824RSp6MB9Pza7xkO7PnI/NrvGQ7s+cj82lnfdjbxoPzaWd92NvGg/NpZ33Y28aD82cSl3YDpdPzZxKXdgOl0/NnEpd2A6XT82cSl3YDpdPzZL2xEyuFM/NkvbETK4Uz82S9sRMrhTPzZL2xEyuFM/NiaMqwU2SD82JoyrBTZIPzYmjKsFNkg/NiaMqwU2SD82AT5E17Q9PzYBPkTXtD0/Ndvv3qoyMz812+/eqjIzPzXb796qMjM/NbaheHywKD81tqF4fLAoPzW2oXh8sCg/NbaheHywKD81tqF4fLAoPzW2oXh8sCg/NbaheHywKD81tqF4fLAoPzWRUxJPLh4/NZFTEk8uHj81bASsIawTPzVGtkX0Kgk/NUa2RfQqCT81RrZF9CoJPzVGtkX0Kgk/NSFn38an/j81IWffxqf+PzUhZ9/Gp/4/NSFn38an/j80/Bl5mSXzPzT8GXmZJfM/NPwZeZkl8z80/Bl5mSXzPzTWyxNro+k/NNbLE2uj6T80sXytPiHePzSMLkcQn9Q/NIwuRxCf1D80jC5HEJ/UPzSMLkcQn9Q/NIwuRxCf1D80jC5HEJ/UPzRm3+DjHck/NEGRerWbvj80QZF6tZu+PzRBkXq1m74/NEGRerWbvj80HEMUiBm0PzQcQxSIGbQ/NBxDFIgZtD80HEMUiBm0PzP29K5al6k/M/b0rlqXqT8z9vSuWpepPzP29K5al6k/M9GmSC0Vnz8z0aZILRWfPzPRpkgtFZ8/M9GmSC0Vnz8zrFfh/5OUPzOsV+H/k5Q/M4cJe9IRij8zhwl70hGKPzOHCXvSEYo/M4cJe9IRij8zYbsVpI9/PzNhuxWkj38/M2G7FaSPfz8zYbsVpI9/PzNhuxWkj38/Mzxsr3cNdD8zPGyvdw10PzM8bK93DXQ/Mzxsr3cNdD8zPGyvdw10PzMXHklJi2o/MxceSUmLaj8zFx5JSYtqPzLxz+McCV8/MvHP4xwJXz8y8c/jHAlfPzLxz+McCV8/MvHP4xwJXz8yzIF87odVPzLMgXzuh1U/MsyBfO6HVT8ypzMWwQVKPzKnMxbBBUo/MoHksJODQD8ygeSwk4NAPzKB5LCTg0A/MoHksJODQD8yXJZKZgE1PzJclkpmATU/MjdH5Dh/Kj8yN0fkOH8qPzI3R+Q4fyo/MjdH5Dh/Kj8yEfl+Cv0gPzIR+X4K/SA/MhH5fgr9ID8yEfl+Cv0gPzIR+X4K/SA/MhH5fgr9ID8x7KsX3X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reaction","2":"influenza","3":"79","4":"mcas_consortium","5":"941","6":"0.0001756664"},{"1":"asthma","2":"celiac disease","3":"79","4":"mcas_consortium","5":"942","6":"0.0001756664"},{"1":"bacterial gastroenteritis","2":"food poisoning","3":"79","4":"mcas_consortium","5":"943","6":"0.0001756664"},{"1":"gastroenteritis","2":"migraine","3":"79","4":"mcas_consortium","5":"944","6":"0.0001756664"},{"1":"inflammatory bowel disease","2":"pheochromocytoma","3":"79","4":"mcas_consortium","5":"945","6":"0.0001756664"},{"1":"intestinal obstruction","2":"irritable bowel syndrome","3":"79","4":"mcas_consortium","5":"946","6":"0.0001756664"},{"1":"mast cell activation syndrome","2":"sepsis","3":"79","4":"mcas_consortium","5":"947","6":"0.0001756664"},{"1":"pheochromocytoma","2":"scombroid poisoning","3":"79","4":"mcas_consortium","5":"948","6":"0.0001756664"},{"1":"shellfish allergy","2":"toxic shock syndrome","3":"79","4":"mcas_consortium","5":"949","6":"0.0001756664"},{"1":"acute heart failure","2":"anaphylaxis","3":"78","4":"mcas_consortium","5":"950","6":"0.0001734428"},{"1":"angioedema","2":"gastroenteritis","3":"78","4":"mcas_consortium","5":"951","6":"0.0001734428"},{"1":"carcinoid syndrome","2":"drug reactions","3":"78","4":"mcas_consortium","5":"952","6":"0.0001734428"},{"1":"cholera","2":"viral gastroenteritis","3":"78","4":"mcas_consortium","5":"953","6":"0.0001734428"},{"1":"chronic obstructive pulmonary disease","2":"pneumonia","3":"78","4":"mcas_consortium","5":"954","6":"0.0001734428"},{"1":"contact dermatitis","2":"gastroenteritis","3":"78","4":"mcas_consortium","5":"955","6":"0.0001734428"},{"1":"food allergy","2":"giardiasis","3":"78","4":"mcas_consortium","5":"956","6":"0.0001734428"},{"1":"gastroenteritis","2":"pelvic inflammatory disease","3":"78","4":"mcas_consortium","5":"957","6":"0.0001734428"},{"1":"heart failure","2":"pneumonia","3":"78","4":"mcas_consortium","5":"958","6":"0.0001734428"},{"1":"hereditary angioedema","2":"toxic ingestion","3":"78","4":"mcas_consortium","5":"959","6":"0.0001734428"},{"1":"insect sting allergy","2":"systemic mastocytosis","3":"78","4":"mcas_consortium","5":"960","6":"0.0001734428"},{"1":"pheochromocytoma","2":"zollinger-ellison syndrome","3":"78","4":"mcas_consortium","5":"961","6":"0.0001734428"},{"1":"acute allergic reaction","2":"gastroenteritis","3":"77","4":"mcas_consortium","5":"962","6":"0.0001712192"},{"1":"adrenal insufficiency","2":"irritable bowel syndrome","3":"77","4":"mcas_consortium","5":"963","6":"0.0001712192"},{"1":"allergic reaction","2":"drug reactions","3":"77","4":"mcas_consortium","5":"964","6":"0.0001712192"},{"1":"anaphylactoid reaction","2":"insect sting allergy","3":"77","4":"mcas_consortium","5":"965","6":"0.0001712192"},{"1":"anaphylaxis","2":"chemical poisoning","3":"77","4":"mcas_consortium","5":"966","6":"0.0001712192"},{"1":"appendicitis","2":"irritable bowel syndrome","3":"77","4":"mcas_consortium","5":"967","6":"0.0001712192"},{"1":"asthma","2":"pheochromocytoma","3":"77","4":"mcas_consortium","5":"968","6":"0.0001712192"},{"1":"atopic dermatitis","2":"systemic lupus erythematosus","3":"77","4":"mcas_consortium","5":"969","6":"0.0001712192"},{"1":"carcinoid syndrome","2":"chronic obstructive pulmonary disease","3":"77","4":"mcas_consortium","5":"970","6":"0.0001712192"},{"1":"celiac disease","2":"chronic kidney disease","3":"77","4":"mcas_consortium","5":"971","6":"0.0001712192"},{"1":"irritable bowel syndrome","2":"peanut allergy","3":"77","4":"mcas_consortium","5":"972","6":"0.0001712192"},{"1":"neurogenic bladder","2":"orthostatic hypotension","3":"77","4":"mcas_consortium","5":"973","6":"0.0001712192"},{"1":"acute urticaria","2":"contact dermatitis","3":"76","4":"mcas_consortium","5":"974","6":"0.0001689955"},{"1":"adrenal insufficiency","2":"urinary tract infection","3":"76","4":"mcas_consortium","5":"975","6":"0.0001689955"},{"1":"anaphylactoid reactions","2":"hereditary angioedema","3":"76","4":"mcas_consortium","5":"976","6":"0.0001689955"},{"1":"asthma exacerbation","2":"carcinoid syndrome","3":"76","4":"mcas_consortium","5":"977","6":"0.0001689955"},{"1":"asthma exacerbation","2":"viral gastroenteritis","3":"76","4":"mcas_consortium","5":"978","6":"0.0001689955"},{"1":"carcinoid syndrome","2":"postural orthostatic tachycardia syndrome","3":"76","4":"mcas_consortium","5":"979","6":"0.0001689955"},{"1":"celiac disease","2":"mast cell activation syndrome","3":"76","4":"mcas_consortium","5":"980","6":"0.0001689955"},{"1":"cholera","2":"shigellosis","3":"76","4":"mcas_consortium","5":"981","6":"0.0001689955"},{"1":"chronic kidney disease","2":"irritable bowel syndrome","3":"76","4":"mcas_consortium","5":"982","6":"0.0001689955"},{"1":"chronic obstructive pulmonary disease","2":"neurogenic bladder","3":"76","4":"mcas_consortium","5":"983","6":"0.0001689955"},{"1":"dehydration","2":"norovirus infection","3":"76","4":"mcas_consortium","5":"984","6":"0.0001689955"},{"1":"eosinophilic gastroenteritis","2":"urticaria","3":"76","4":"mcas_consortium","5":"985","6":"0.0001689955"},{"1":"food poisoning","2":"sinusitis","3":"76","4":"mcas_consortium","5":"986","6":"0.0001689955"},{"1":"gastrointestinal stromal tumors","2":"pheochromocytoma","3":"76","4":"mcas_consortium","5":"987","6":"0.0001689955"},{"1":"giardiasis","2":"lactose intolerance","3":"76","4":"mcas_consortium","5":"988","6":"0.0001689955"},{"1":"acute allergic reaction","2":"drug allergy","3":"75","4":"mcas_consortium","5":"989","6":"0.0001667719"},{"1":"adrenal insufficiency","2":"angioedema","3":"75","4":"mcas_consortium","5":"990","6":"0.0001667719"},{"1":"anaphylaxis","2":"infectious gastroenteritis","3":"75","4":"mcas_consortium","5":"991","6":"0.0001667719"},{"1":"autonomic dysreflexia","2":"systemic mastocytosis","3":"75","4":"mcas_consortium","5":"992","6":"0.0001667719"},{"1":"celiac disease","2":"contact dermatitis","3":"75","4":"mcas_consortium","5":"993","6":"0.0001667719"},{"1":"celiac disease","2":"pheochromocytoma","3":"75","4":"mcas_consortium","5":"994","6":"0.0001667719"},{"1":"chronic obstructive pulmonary disease  exacerbation","2":"congestive heart failure","3":"75","4":"mcas_consortium","5":"995","6":"0.0001667719"},{"1":"drug reaction","2":"toxic shock syndrome","3":"75","4":"mcas_consortium","5":"996","6":"0.0001667719"},{"1":"food poisoning","2":"medication reaction or side-effect","3":"75","4":"mcas_consortium","5":"997","6":"0.0001667719"},{"1":"gastroenteritis","2":"staphylococcal food poisoning","3":"75","4":"mcas_consortium","5":"998","6":"0.0001667719"},{"1":"gastroenteritis","2":"systemic mastocytosis","3":"75","4":"mcas_consortium","5":"999","6":"0.0001667719"},{"1":"myocardial infarction","2":"pulmonary embolism","3":"75","4":"mcas_consortium","5":"1000","6":"0.0001667719"}],"options":{"columns":{"min":{},"max":[10],"total":[6]},"rows":{"min":[10],"max":[10],"total":[218067]},"pages":{}}}
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# Graph visualization

## Exploring layouts 

- To determine clearest visualization of nodes and edges


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```r
# Selecting a layout
top_n <-  200
seed <- 1234

layouts <- c("fr", "dh", "kk", "stress", "graphopt")

graph_top_gpt4 <- make_codiagnosis_graph(df_gpt4.0_codiag, n_diagnoses = top_n)

for (l in layouts){
  set.seed(seed)
  plt <- centrality_graph(graph_top_gpt4, layout = l)
  plt <- plt + ggtitle("GPT4", subtitle = sprintf("Layout %s", l))
  print(plt)
}

Individual model data

Original responses

top_n <-  200
seed <- 321
graph_layout <- "stress"

codiag_graph_wrapper <- function(data){
  set.seed(seed)
  data <- make_codiagnosis_graph(data, n_diagnoses = top_n)
  centrality_graph(data, layout = graph_layout)
}

codiag_graph_wrapper(df_gpt3.5_codiag)+ ggtitle("ChatGPT 3.5", subtitle = sprintf("Top %s", top_n))

codiag_graph_wrapper(df_gpt4.0_codiag)+ ggtitle("ChatGPT 4.0", subtitle = sprintf("Top %s", top_n))

codiag_graph_wrapper(df_claude3_haiku_t1.0_codiag)+ ggtitle("Claude 3 Haiku", subtitle = sprintf("Top %s", top_n))

codiag_graph_wrapper(df_claude3_opus_t1.0_codiag)+ ggtitle("Claude 3 Opus", subtitle = sprintf("Top %s", top_n))

codiag_graph_wrapper(df_gemini1.0_pro_t1.0_codiag)+ ggtitle("Gemini 1.0 Pro", subtitle = sprintf("Top %s", top_n))

ICD converted respones

codiag_graph_wrapper(df_gpt3.5_icd_codiag)+ ggtitle("ChatGPT 3.5 ICD", subtitle = sprintf("Top %s", top_n))

codiag_graph_wrapper(df_gpt4.0_icd_codiag)+ ggtitle("ChatGPT 4.0 ICD", subtitle = sprintf("Top %s", top_n))

codiag_graph_wrapper(df_claude3_haiku_t1.0_icd_codiag)+ ggtitle("Claude 3 Haiku ICD", subtitle = sprintf("Top %s", top_n))

codiag_graph_wrapper(df_claude3_opus_t1.0_icd_codiag)+ ggtitle("Claude 3 Opus ICD", subtitle = sprintf("Top %s", top_n))

codiag_graph_wrapper(df_gemini1.0_pro_t1.0_icd_codiag)+ ggtitle("Gemini 1.0 Pro ICD", subtitle = sprintf("Top %s", top_n))

Combined model data

Original responses

set.seed(seed)
multi_make_codiagnosis_graph(threshold_method = "individual", top_n = 200, layout="stress",
                             df_gpt3.5_codiag, df_gpt4.0_codiag, 
                             df_claude3_haiku_t1.0_codiag, df_claude3_opus_t1.0_codiag,
                             df_gemini1.0_pro_t1.0_codiag)

multi_make_codiagnosis_graph(threshold_method = "average", top_n = 200, layout="stress",
                             df_gpt3.5_codiag, df_gpt4.0_codiag, 
                             df_claude3_haiku_t1.0_codiag, df_claude3_opus_t1.0_codiag,
                             df_gemini1.0_pro_t1.0_codiag)

ICD converted responses

multi_make_codiagnosis_graph(threshold_method = "individual", top_n = 200, layout="stress",
                             df_gpt3.5_icd_codiag, df_gpt4.0_icd_codiag, 
                             df_claude3_haiku_t1.0_icd_codiag, df_claude3_opus_t1.0_icd_codiag,
                             df_gemini1.0_pro_t1.0_icd_codiag)

multi_make_codiagnosis_graph(threshold_method = "average", top_n = 200, layout="stress",
                             df_gpt3.5_icd_codiag, df_gpt4.0_icd_codiag, 
                             df_claude3_haiku_t1.0_icd_codiag, df_claude3_opus_t1.0_icd_codiag,
                             df_gemini1.0_pro_t1.0_icd_codiag)

Evaluate edge density

• Edge density represents the total number of edges in a graph relative to the total number of possible edges in the graph
  • When all possible edges are present, edge density = 1
  • When no edges are present, edge density = 0
• Dense co-occurrence networks represent criteria that generate highly reproducible diagnoses. A sparse co-occurrence represents a high degree of variability

Combined model data

Original responses

multi_edge_density_plot(df_gpt3.5_codiag, df_gpt4.0_codiag, df_claude3_haiku_t1.0_codiag,
                        df_claude3_opus_t1.0_codiag, df_gemini1.0_pro_t1.0_codiag)  

ICD converted responses

multi_edge_density_plot <- function(...){
  df_list <- listN(...)
  df_list <- lapply(df_list, ungroup)
  
  # Process data
  df_combined <- df_list %>% 
    mapply(function(x,y) {mutate(x, model=y)}, ., names(.), SIMPLIFY = F) %>% 
    bind_rows() %>% 
    nest(.by = c("model", "criteria")) %>% 
    mutate(edge_density = map_dbl(data, ~edge_density(graph_from_data_frame(.)))) %>% 
    select(-data)
  
  # Create plot
  plt <- df_combined %>% 
    format_criteria() %>% 
    format_models() %>% 
    ggplot(aes(x = criteria, y=edge_density,))+
      geom_point(aes( color = model), position = position_dodge(width = 0.75))+
      stat_summary(fun.y = mean, geom = "point") + 
      stat_summary(fun.data = mean_se, geom = "errorbar", width = 0.3)+
      theme_bw()+
      theme(axis.text.x = element_text(angle = 45, hjust = 1)) +
      labs(x="", y="Edge density")
  
  # Add statistics
  plt + 
     ggpubr::geom_pwc(aes(group = criteria), 
                     method = "wilcox.test",
                     label = "p.signif",
                     p.adjust.method = "BH",
                     hide.ns = T,
                     vjust = 0.5)+
   scale_color_manual(values = brewer.pal(7, "Dark2")[-6])+
      labs(color = "")
}

multi_edge_density_plot(df_gpt3.5_icd_codiag, df_gpt4.0_icd_codiag, df_claude3_haiku_t1.0_icd_codiag,
                        df_claude3_opus_t1.0_icd_codiag, df_gemini1.0_pro_t1.0_icd_codiag)  

Bootstrapping individual model

# Run in script scripts/network_analysis/edge_density_ci.R
boot_graph_ci <- function(g, B, seed=NULL){
  if (!is.null(seed)){set.seed(seed)}
  g <- as_adjacency_matrix(g)  
  g <- as.matrix(g) 
  g <- snowboot::vertboot(g, boot_rep = B)
  g <- sapply(1:B, function(x) edge_density(graph_from_adjacency_matrix(g[[x]])))
  quantile(g, c(0.025, 0.5, 0.975))
}

# Calculate edge density 95% CI for each criteria
edge_density_boot <- function(df, replications = 100, seed = 1234){
  df_density <- df %>%
    ungroup() %>%
    select(criteria, from, to, weight = n, rank) %>%
    group_by(criteria) %>%
    nest() %>%
    mutate(boot = map(data, function(g){
      g <-  graph_from_data_frame(g, directed = F)
      out <- boot_graph_ci(g, B=replications, seed=seed)
      out["edge_density"] = edge_density(g)
      out
    })) %>%
    select(-data) %>%
    unnest_wider(boot)
  return(df_density)
}

edge_density_boot(df_gpt4.0_codiag, replications = 1000)

```r
edge_density_plot <- function(df){
  df %>% 
    format_criteria() %>% 
    ggplot(aes(x = criteria))+
    geom_point(aes(y=edge_density), color = \black\)+
    geom_errorbar(aes(ymin = `2.5%`, ymax = `97.5%`), width = 0.4)+
    theme_bw()+
    theme(axis.text.x = element_text(angle = 45, hjust = 1)) +
    labs(x=\\, y=\Edge density\)
}

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```r
```r
models <- c(\gpt3\, \gpt4\, \gpt4_icd\)

for (m in models){
  path <- sprintf(\data/network_analysis/edge_density_boot_%s.csv\, m)
  print(path)
  plt <- read_csv(here(path)) %>% 
    edge_density_plot()+
    ggtitle(m)
  print(plt)
}

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[1] /network_analysis/edge_density_boot_gpt3.csv
[1] /network_analysis/edge_density_boot_gpt4.csv
[1] /network_analysis/edge_density_boot_gpt4_icd.csv

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<img 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" 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" 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### Permutation testing of edge density significance

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```r
# Run in separate script source(here("scripts/network_analysis/edge_density_permutation.R"))
library(here)
source(here("utils/data_processing.R"))
source(here("utils/figures.R"))
library(future.apply)

threads <- 48
n_boot <- 500
model <- "gpt4"

read_path <- sprintf("data/processed_diagnoses/diagnoses_%s.csv.gz", model)
df <- read_csv(here(read_path))
df_codiag <- create_codiagnosis_df(df)

df_density <- df_codiag %>%
  ungroup() %>%
  select(criteria, from, to, weight = n, rank) %>%
  group_by(criteria) %>%
  nest() %>%
  mutate(data = map_dbl(data, function(g){
    g <-  graph_from_data_frame(g, directed = F)
    edge_density(g)
  })) %>% 
  deframe()


difference_dist <- function(x){
  d <- dist(x, method = "manhattan")
  v <- as.dist(apply(combn(x, 2, simplify = T), 2, diff))
  d[1:length(v)] <- v
  broom::tidy(d)
}

criteria_levels <- c(
  "eular_acr_sle",
  "slicc_sle",
  "mcas_consortium",
  "mcas_alternative"
)

graph_permutation_diff <- function(){
  t(combn(c(
    "eular_acr_sle",
    "mcas_alternative",
    "mcas_consortium",
    "slicc_sle"),
    2)) %>% 
    as.data.frame() %>% 
    mutate(data = map2(V1, V2, function(x,y){
      filter(df, criteria == x | criteria == y) %>% 
        mutate(diagnosis = sample(diagnosis, replace = F)) %>% 
        create_codiagnosis_df()
    })) %>% 
    mutate(data = map_dbl(data, function(d){
      ungroup(d) %>%
        select(criteria, from, to, weight = n, rank) %>% 
        nest(.by = criteria) %>% 
        mutate(data = map_dbl(data, ~edge_density(graph_from_data_frame(.)))) %>% 
        deframe() %>% diff()
    })) %>% 
    unite(comparison, V1, V2, sep = "__") %>% 
    deframe()
}


plan(multisession, workers = threads)
permutation_data <- future_replicate(n = n_boot, graph_permutation_diff(), future.seed = 1234)

permutation_data <- as.data.frame(permutation_data) %>% 
  rownames_to_column("pair") %>% 
  separate(pair, into = c("item1", "item2"), sep = "__") %>% 
  mutate(data = map2(item1, item2, ~sort(factor(c(.x,.y), levels = criteria_levels)))) %>% 
  unnest_wider(data, names_sep = "") %>% 
  mutate(reverse = item1 != data1) %>% 
  unite(pair, data1, data2, sep = "__") %>% 
  select(!contains("item")) %>% 
  pivot_longer(!c(pair, reverse), names_to = "i", values_to = "difference") %>% 
  mutate(difference = ifelse(reverse, -difference, difference)) %>% 
  select(-reverse)

original_data <- difference_dist(df_density) %>% 
  rename(difference = distance) %>% 
  mutate_at(vars(c(item1, item2)), as.character) %>% 
  mutate(data = map2(item1, item2, ~sort(factor(c(.x,.y), levels = criteria_levels)))) %>% 
  unnest_wider(data, names_sep = "") %>% 
  mutate(reverse = item1 != data1) %>% 
  mutate(difference = ifelse(reverse, -difference, difference)) %>% 
  unite(pair, data1, data2, sep = "__") %>% 
  select(pair, difference)

permutation_plot_raw <- ggplot(permutation_data, aes(x = difference))+
  geom_histogram()+
  geom_vline(data = original_data, aes(xintercept = difference))+
  facet_wrap(~pair)+
  theme_bw()

permutation_plot_abs <- ggplot(permutation_data, aes(x = abs(difference)))+
  geom_histogram()+
  geom_vline(data = original_data, aes(xintercept = abs(difference)))+
  facet_wrap(~pair)+
  theme_bw()

permutation_significance_abs <- permutation_data %>% 
  summarise(permutation = list(difference), .by = pair) %>% 
  left_join(original_data) %>% 
  mutate(
    abs_quantile = map2_dbl(difference, permutation, ~1-ecdf(abs(.y))(abs(.x)))
  ) %>% 
  select(pair, abs_quantile)

output_list <- list(
  "original_data" = original_data,
  "permutation_data" = permutation_data,
  "permutation_significance_abs" = permutation_significance_abs,
  "permutation_plot_raw" = permutation_plot_raw,
  "permutation_plot_abs" = permutation_plot_abs
)

write_path <- sprintf("data/network_analysis/edge_density_permutation_%s.RDS", model)
saveRDS(output_list, here(write_path))

```r
readRDS(here(\data/network_analysis/edge_density_permutation_gpt4.RDS\))

<!-- rnb-source-end -->

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$original_data

$permutation_data

<!-- rnb-output-end -->

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<!-- rnb-frame-end -->

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$permutation_significance_abs

<!-- rnb-output-end -->

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" />

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" />

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- The observed difference in edge densities is greater that 95% of all randomly permuted differences (p < 0.05) for all but the comparison between the SLICC SLE criteria and the Consortium MCAS criteria


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```r
```r
# Combining permutation p-values with edge density mean-CI plot
edge_density_sig_plot <- function(ci_df, permutation_df=NULL){
  stat_test_template <- ci_df %>% 
    format_criteria() %>% 
    mutate(criteria = as.character(criteria)) %>% 
    pivot_longer(-criteria, names_to = \name\, values_to = \edge_density\) %>% 
    rstatix::t_test(edge_density ~ criteria) %>% 
    rstatix::add_xy_position() %>% 
    sort_paired_columns(prefix = \group\)
  
  permutation_df <- permutation_df %>% 
    separate(pair, into = c(\group1\, \group2\), sep = \__\) %>%
    rename(p = abs_quantile) %>% 
    mutate(index = 1:n()) %>% 
    pivot_longer(-c(p, index), names_to = \group\, values_to = \criteria\) %>% 
    format_criteria() %>% 
    pivot_wider(names_from = \group\, values_from = \criteria\) %>% 
    select(-index) %>% 
    sort_paired_columns(prefix = \group\)
  
  stat_test <- stat_test_template %>% 
    select(-p, -p.adj, -p.adj.signif) %>%
    left_join(permutation_df, by = c(\group1\, \group2\)) %>% 
    mutate(p.adj = p.adjust(p, method = \BH\)) %>% 
    mutate(p.adj.signif = ifelse(p.adj <= 0.05, \*\, \ns\))
  
  ci_df %>%
    format_criteria() %>%
    ggplot(aes(x = criteria))+
    geom_point(aes(y=edge_density), color = \black\)+
    geom_errorbar(aes(ymin = `2.5%`, ymax = `97.5%`), width = 0.4)+
    ggpubr::stat_pvalue_manual(data = stat_test, hide.ns = T)+
    theme_bw()+
    theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
    labs(x=\\, y=\Edge density\)
}

plt_density_gpt4 <- edge_density_sig_plot(
  ci_df = read_csv(here(\data/network_analysis/edge_density_boot_gpt4.csv\)),
  permutation_df = readRDS(here(\data/network_analysis/edge_density_permutation_gpt4.RDS\)) %>% 
    .$permutation_significance_abs 
)

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Warning: Using an external vector in selections was deprecated in tidyselect 1.1.0. Please use all_of() or any_of() instead. # Was: data %>% select(prefix)

Now:

data %>% select(all_of(prefix))

See https://tidyselect.r-lib.org/reference/faq-external-vector.html.

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```r
```r
plt_density_gpt4

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" />

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# Plot centrality

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<!-- rnb-source-begin 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 -->

```r
calculate_subgraph_centrality <- function(g, centrality_fun = "centrality_eigen"){
  data.frame(criteria = g %>% activate(edges) %>% pull(criteria) %>% unique()) %>% 
    mutate(sub_graphs = map(criteria, function(c){
      g %>% as_data_frame() %>% filter(criteria == c) %>% as_tbl_graph(directed = F) %>% 
        activate(nodes) %>% mutate(centrality = get(centrality_fun)()) %>% data.frame()
    })) %>% 
  unnest(sub_graphs) %>% 
  pivot_wider(names_from = "name", values_from = "centrality", values_fill = 0) %>% 
  column_to_rownames("criteria")
}

graph_all_gpt4 <- make_codiagnosis_graph(df_gpt4.0_codiag, n_diagnoses = top_n)
df_centr_gpt4 <- calculate_subgraph_centrality(graph_all_gpt4)

centrality_similarity <- function(data){
  data %>% 
    rownames_to_column("criteria") %>% 
    format_criteria() %>% 
    column_to_rownames("criteria") %>% 
    as.matrix() %>% 
    t() %>% 
    lsa::cosine() %>% 
    as.data.frame() %>% 
    rownames_to_column("V1") %>% 
    pivot_longer(-V1, names_to = "V2", values_to = "cosine")
}

centrality_similarity(df_centr_gpt4)

centrality_wrapper <- function(data){
  # make_codiagnosis_graph(data, n_diagnoses = 200) %>% 
  make_codiagnosis_graph(data) %>% 
    calculate_subgraph_centrality()
  # %>% 
    # centrality_similarity()
}

cosine_data <- listN(df_gpt3.5_icd_codiag, df_gpt4.0_icd_codiag, df_claude3_haiku_t1.0_icd_codiag,
                        df_claude3_opus_t1.0_icd_codiag, df_gemini1.0_pro_t1.0_icd_codiag) %>% 
  enframe(name = "model", value = "data") %>% 
  mutate(data = map(data, ~centrality_wrapper(.) %>% rownames_to_column("criteria"))) %>% 
  unnest(data) %>% 
  mutate_all(~replace_na(., 0)) %>% 
  unite(sample, model, criteria, sep = "_") %>% 
  column_to_rownames("sample") %>% 
  t() %>% 
  lsa::cosine()

ComplexHeatmap::Heatmap(cosine_data)

custom_heatmap2 <- function(data, 
                           title, 
                           metric, 
                           color_scale = hcl.colors(3, "Earth"), 
                           midpoint = NULL, 
                           symmetric = T, 
                           font_size=10,
                           dendrogram_weight = unit(10, "mm"),
                           legend_params = list(NULL)){
  scale_max <- ifelse(symmetric,max(abs(data)),max(data))
  scale_min <- ifelse(symmetric,-max(abs(data)),min(data))
  scale_mid <- scale_min + (scale_max - scale_min)/2
  
  midpoint <- ifelse(is.null(midpoint), scale_mid, midpoint)
  
  color_function <-circlize::colorRamp2(c(scale_min,midpoint,scale_max), color_scale)
  
  # legend_params <- append(
  #   list(
  #     title_gp = grid::gpar(fontsize = font_size),
  #     labels_gp = grid::gpar(fontsize = font_size*0.8)), 
  #   legend_params)
  

  annotation_data <- data.frame(
  rownames = rownames(cosine_data),
  model = str_extract(rownames(cosine_data), "gpt3.5|gpt4.0|claude3_haiku|claude3_opus|gemini1.0_pro"),
  criteria = str_extract(rownames(cosine_data), "slicc_sle|eular_acr_sle|mcas_consortium|mcas_alternative")
) %>% 
  column_to_rownames("rownames") %>% 
  format_criteria() %>% 
  format_models()

  # model_colors <- brewer.pal(7, "Dark2")[-6]
  model_colors <- colorspace::lighten(brewer.pal(5, "Dark2"), amount = -0.1)
  names(model_colors) <- unique(annotation_data$model)
  
  criteria_colors <- colorspace::lighten(brewer.pal(4, "Set1"), amount = 0.3)
  names(criteria_colors) <- unique(annotation_data$criteria)
  
  col_annotation <- HeatmapAnnotation(
    Model = annotation_data$model,
    Criteria = annotation_data$criteria,
    col = list(Model = model_colors, Criteria = criteria_colors)
  )
  
  # Heatmap(
  #   data,
  #   name = "Distance",
  #   top_annotation = col_annotation,
  #   rect_gp = grid::gpar(col = "black", lwd = 1),
  #   show_row_names = FALSE,
  #   show_column_names = FALSE,
  #   cluster_columns = TRUE,
  #   cluster_rows = TRUE,
  #   col = circlize::colorRamp2(c(min(distance_matrix), max(distance_matrix)), c("white", "red"))
  # )
  
  ComplexHeatmap::Heatmap(
    data,
    col = color_function,
    top_annotation = col_annotation,
    show_row_names = FALSE,
    show_column_names = FALSE,
    cluster_columns = TRUE,
    cluster_rows = TRUE,
    
    # rect_gp = grid::gpar(col = "black", lwd = 1),
    column_title = title,
    name = metric,
    # row_names_gp = grid::gpar(fontsize = font_size), 
    # column_names_gp = grid::gpar(fontsize = font_size),
    column_dend_height  = dendrogram_weight,
    row_dend_width = dendrogram_weight,
    # heatmap_legend_param = legend_params
  )
  
}
  
custom_heatmap2(cosine_data, color_scale = viridis::viridis(3), title = " ", metric = "Cosine\nsimilarity", symmetric = F,
                 font_size = 8)  

NA
NA
NA

custom_heatmap <- function(data, 
                           title, 
                           metric, 
                           color_scale = hcl.colors(3, "Earth"), 
                           midpoint = NULL, 
                           symmetric = T, 
                           font_size=10,
                           dendrogram_weight = unit(10, "mm"),
                           legend_params = list(NULL)){
  scale_max <- ifelse(symmetric,max(abs(data)),max(data))
  scale_min <- ifelse(symmetric,-max(abs(data)),min(data))
  scale_mid <- scale_min + (scale_max - scale_min)/2
  
  midpoint <- ifelse(is.null(midpoint), scale_mid, midpoint)
  
  color_function <-circlize::colorRamp2(c(scale_min,midpoint,scale_max), color_scale)
  
  legend_params <- append(
    list(
      title_gp = grid::gpar(fontsize = font_size),
      labels_gp = grid::gpar(fontsize = font_size*0.8)), 
    legend_params)
  
  ComplexHeatmap::Heatmap(
    data,
    col = color_function,
    rect_gp = grid::gpar(col = "black", lwd = 1),
    column_title = title,
    name = metric,
    row_names_gp = grid::gpar(fontsize = font_size), 
    column_names_gp = grid::gpar(fontsize = font_size),
    column_dend_height  = dendrogram_weight,
    row_dend_width = dendrogram_weight,
    heatmap_legend_param = legend_params
  )
}

plt_heat_all %>% ComplexHeatmap::Heatmap()

cp_font <- 9
plt_heat_all <- df_gpt4.0_codiag %>% 
  make_codiagnosis_graph() %>% 
  calculate_subgraph_centrality() %>% 
  rownames_to_column("criteria") %>% 
  format_criteria() %>% 
  column_to_rownames("criteria") %>% 
  as.matrix() %>% 
  t() %>% 
  lsa::cosine() %>% 
  custom_heatmap(color_scale = viridis::viridis(3), title = " ", metric = "Cosine\nsimilarity", symmetric = F)
plt_heat_all

plt_heat_top <- df_centr_gpt4 %>% 
  rownames_to_column("criteria") %>% 
  format_criteria() %>% 
  column_to_rownames("criteria") %>% 
  as.matrix() %>% 
  t() %>% 
  lsa::cosine() %>% 
  custom_heatmap(color_scale = viridis::viridis(3), title = " ", metric = "Cosine\nsimilarity", symmetric = F,
                 font_size = 8
                 )
plt_heat_top

Final plot

set.seed(1234);plt_graph_gpt4 <- centrality_graph(
  graph_top_gpt4, 
  layout = "stress",
  point_size = 2, 
  border_size = 0.5,
  edge_width = 0.5,
  edge_alpha = 0.75)


plt_fig <- cowplot::plot_grid(
  cowplot::plot_grid(
    NULL, plt_graph_gpt4, nrow=1, rel_widths=c(0.05,0.9), labels = c("A","")
  ),
  NULL,
  cowplot::plot_grid(
    plt_density_gpt4,
    NULL,
    grid::grid.grabExpr(ComplexHeatmap::draw(plt_heat_all)),
    nrow = 1,
    rel_widths = c(0.3,0.05,0.7),
    labels = c("B","","C")
  ),

  ncol = 1,
  rel_heights = c(1,0.05,0.8)
)

plt_fig 

set.seed(1234);plt_graph_gpt4 <- centrality_graph(
  graph_top_gpt4, 
  layout = "stress",
  point_size = 1.25, 
  border_size = 0.25,
  edge_width = 0.5,
  edge_alpha = 0.5, 
  label_text_size = 9,
  tick_text_size = 6,
  highlight_stroke_multiplier = 3,
  legend_height = unit(35, "pt"),
  legend_width = unit(10, "pt")) 

plt_density_gpt4 <- edge_density_sig_plot(
  ci_df = read_csv(here("data/network_analysis/edge_density_boot_gpt4.csv")),
  permutation_df = readRDS(here("data/network_analysis/edge_density_permutation_gpt4.RDS")) %>% 
    .$permutation_significance_abs 
) + theme(
  axis.text.y = element_text(size=7), 
  axis.title.y = element_text(size=9))

plt_heat_all <- df_gpt4.0_codiag %>% 
  make_codiagnosis_graph() %>% 
  calculate_subgraph_centrality() %>% 
  rownames_to_column("criteria") %>% 
  format_criteria() %>% 
  column_to_rownames("criteria") %>% 
  as.matrix() %>% 
  t() %>% 
  lsa::cosine() %>% 
  custom_heatmap(color_scale = viridis::viridis(3), 
                 title = " ", 
                 metric = "Cosine similarity", 
                 symmetric = F, 
                 font_size = 8,
                 dendrogram_weight = unit(3, "mm"),
                 legend_params = list(
    legend_height = unit(5, 'cm'),
    direction = "horizontal"
  ))


plt_fig <- cowplot::plot_grid(
  NULL, 
  cowplot::plot_grid(
    NULL, plt_graph_gpt4, nrow=1, rel_widths=c(0.05,0.9)
  ),
  NULL,
  cowplot::plot_grid(
    plot_grid(NULL, plt_density_gpt4 ,rel_heights = c(0.1, 1), ncol = 1),
    NULL,
    grid::grid.grabExpr(ComplexHeatmap::draw(plt_heat_all, heatmap_legend_side = "bottom")),
    nrow = 1,
    rel_widths = c(0.4,0.05,0.7),
    labels = c("B","","C"),
    axis = 'h', align = 'bt'
  ),

  ncol = 1,
  rel_heights = c(0.05, 1, 0.01, 1),
  labels = c("A")
)

plt_fig 

ggsave(here("figures/5_Network_analysis.pdf"), plot=plt_fig, height = 6, width = 3.5)